{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "mount_file_id": "1SR6-Xa3E1iBUREW8w2o_uDtaCuAGKuTv",
      "authorship_tag": "ABX9TyPTQb1J8dXE0W0HrgQhvEDo",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/SJinLee/PPG/blob/main/03.LF_HF.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eUNfbnjr4_W-",
        "outputId": "e558cb64-b922-4881-df3f-e5887188ce79"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  drive/MyDrive/ppg/archive.zip\n",
            "  inflating: input/gamer1-annotations.csv  \n",
            "  inflating: input/gamer1-ppg-2000-01-01.csv  \n",
            "  inflating: input/gamer1-ppg-2000-01-02.csv  \n",
            "  inflating: input/gamer2-annotations.csv  \n",
            "  inflating: input/gamer2-ppg-2000-01-01.csv  \n",
            "  inflating: input/gamer2-ppg-2000-01-02.csv  \n",
            "  inflating: input/gamer3-annotations.csv  \n",
            "  inflating: input/gamer3-ppg-2000-01-01.csv  \n",
            "  inflating: input/gamer3-ppg-2000-01-02.csv  \n",
            "  inflating: input/gamer4-annotations.csv  \n",
            "  inflating: input/gamer4-ppg-2000-01-01.csv  \n",
            "  inflating: input/gamer4-ppg-2000-01-02.csv  \n",
            "  inflating: input/gamer5-annotations.csv  \n",
            "  inflating: input/gamer5-ppg-2000-01-01.csv  \n",
            "  inflating: input/gamer5-ppg-2000-01-02.csv  \n"
          ]
        }
      ],
      "source": [
        "!unzip -d input drive/MyDrive/ppg/archive.zip"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt"
      ],
      "metadata": {
        "id": "alJQKuuT5tg0"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "gamerID = 'gamer5'"
      ],
      "metadata": {
        "id": "2TR0dxIo5Mbo"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_annotations(gamerID):\n",
        "    dateCols = ['Datetime']\n",
        "    anots = pd.read_csv('./input/' + gamerID + '-annotations.csv', parse_dates=dateCols)\n",
        "    anots.dataframeName = gamerID + '-annotations'\n",
        "\n",
        "    sss = anots[anots.Event == \"Stanford Sleepiness Self-Assessment (1-7)\"].drop('Event', axis=1).copy()\n",
        "    sss['SelfAssess'] = sss['Value'].map(lambda x: float(x))\n",
        "\n",
        "    rt = anots[anots.Event == \"Sleep-2-Peak Reaction Time (ms)\"].drop('Event', axis=1).copy()\n",
        "    rt['ReactTime'] = rt['Value'].map(lambda x: float(x))\n",
        "\n",
        "    diary = anots[anots.Event == \"Diary Entry (text)\"].drop('Event', axis=1).copy()\n",
        "    return sss,rt,diary"
      ],
      "metadata": {
        "id": "lyiiT3B25Mn2"
      },
      "execution_count": 136,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_ppg(gamerID):\n",
        "    ppg = pd.read_csv('./input/' + gamerID + '-ppg-2000-01-01.csv', delimiter=',')\n",
        "    nextdaypos = np.where(ppg['Time'].iloc[:-1].values>ppg['Time'].iloc[1:].values)[0]\n",
        "    assert(len(nextdaypos)<=1)\n",
        "    ppg.dataframeName = gamerID + '-ppg-2000-01-01.csv'\n",
        "    if len(nextdaypos)==0:\n",
        "        ppg['Time'] = ppg['Time'].apply(lambda x: '2000-01-01 '+x)\n",
        "    else:\n",
        "        ppg.loc[:nextdaypos[0],'Time'] = ppg.loc[:nextdaypos[0],'Time'].apply(lambda x: '2000-01-01 '+x)\n",
        "        ppg.loc[nextdaypos[0]+1:,'Time'] = ppg.loc[nextdaypos[0]+1:,'Time'].apply(lambda x: '2000-01-02 '+x)\n",
        "    ppg_next = pd.read_csv('./input/' + gamerID + '-ppg-2000-01-02.csv', delimiter=',')\n",
        "    ppg_next.dataframeName = gamerID + '-ppg-2000-01-02.csv'\n",
        "    ppg_next['Time'] = ppg_next['Time'].apply(lambda x: '2000-01-02 '+x)\n",
        "    ppg = pd.concat([ppg,ppg_next],axis=0).reset_index(drop=True)\n",
        "    return ppg"
      ],
      "metadata": {
        "id": "_oLxLf1N5M2o"
      },
      "execution_count": 137,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_lowpass(ppg):\n",
        "    ppg2 = ppg.copy()\n",
        "    d = 0.7\n",
        "    a = d\n",
        "    b = 1-d\n",
        "    xi = ppg2['Red_Signal'].values[1:].astype(float).copy()\n",
        "    v = ppg2['Red_Signal'].values.astype(float).copy()\n",
        "    y = v[0]\n",
        "    i = 1\n",
        "    for x in xi:\n",
        "        y += b*(x-y)\n",
        "        v[i] = y\n",
        "        i += 1\n",
        "    ppg2['Red_Signal2'] = v\n",
        "    ppg2['Time'] = pd.to_datetime(ppg2['Time'])\n",
        "    return ppg2"
      ],
      "metadata": {
        "id": "lhltJA6bpQ90"
      },
      "execution_count": 90,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def draw_ppg(ppg2,start,period):\n",
        "    t = ppg2['Time'][start:start+period]\n",
        "    x = ppg2['Red_Signal'][start:start+period]\n",
        "    y = ppg2['Red_Signal2'][start:start+period]\n",
        "    plt.plot(t,x,label='input')\n",
        "    plt.plot(t,y,label='output')\n",
        "    plt.legend()"
      ],
      "metadata": {
        "id": "OOQrqqUXSDYM"
      },
      "execution_count": 93,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_peaks(ppg2,return_index=False):\n",
        "    idx = ppg2['Red_Signal2'].iloc[:-2].values < ppg2['Red_Signal2'].iloc[1:-1].values\n",
        "    idx &= ppg2['Red_Signal2'].iloc[2:].values < ppg2['Red_Signal2'].iloc[1:-1].values\n",
        "    idx &= ppg2['Red_Signal2'].iloc[1:-1].values > 650\n",
        "    idx = np.where(idx)[0]\n",
        "    if return_index:\n",
        "        return ppg2.loc[idx+1],idx+1\n",
        "    return ppg2.loc[idx+1]"
      ],
      "metadata": {
        "id": "JyCKyUsy5M-x"
      },
      "execution_count": 94,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_peak_to_peak_distance(peaks):\n",
        "    return peaks['Time'].diff() / pd.to_timedelta(1, unit='S')"
      ],
      "metadata": {
        "id": "BL89TR6Ybmts"
      },
      "execution_count": 95,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_ppg_segment(ppg2,peaks,start='2000-01-01 13:00:00',duration=300):\n",
        "    start = pd.to_datetime(start)\n",
        "    end = start + pd.to_timedelta(duration, unit='S')\n",
        "    before = ppg2.loc[ppg2['Time'] < start]\n",
        "    start_idx = ppg2.index[0] if len(before)==0 else before.index[-1]\n",
        "    after = ppg2.loc[ppg2['Time'] > end]\n",
        "    end_idx = ppg2.index[-1] if len(after)==0 else after.index[0]\n",
        "    ppg_seg = ppg2.loc[start_idx:end_idx]\n",
        "    peaks_seg = peaks.loc[(peaks.index>=ppg_seg.index[0])&(peaks.index<=ppg_seg.index[-1])]\n",
        "    return ppg_seg,peaks_seg\n",
        "def get_ppg_segment2(ppg2,peaks,start='2000-01-01 13:00:00',duration=300):\n",
        "    start = pd.to_datetime(start)\n",
        "    end = start + pd.to_timedelta(duration, unit='S')\n",
        "    before = peaks.loc[peaks['Time'] < start]\n",
        "    start_idx = ppg2.index[0] if len(before)==0 else before.index[-1]\n",
        "    after = peaks.loc[peaks['Time'] > end]\n",
        "    end_idx = ppg2.index[-1] if len(after)==0 else after.index[0]\n",
        "    ppg_seg = ppg2.loc[start_idx:end_idx]\n",
        "    peaks_seg = peaks.loc[(peaks.index>=ppg_seg.index[0])&(peaks.index<=ppg_seg.index[-1])]\n",
        "    return ppg_seg,peaks_seg"
      ],
      "metadata": {
        "id": "JJSbiBhwdmLU"
      },
      "execution_count": 171,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from scipy import interpolate\n",
        "def draw_peaks(ppg_seg,peaks_seg):\n",
        "    ppg_seg.set_index('Time').plot()\n",
        "    plt.plot(peaks_seg['Time'],peaks_seg['Red_Signal2'],'ro')\n",
        "    ff = (peaks_seg['Time']-peaks_seg['Time'].iloc[0]) / pd.to_timedelta(1, unit='S')\n",
        "    f_cubic = interpolate.interp1d(ff,\n",
        "                               peaks_seg['Red_Signal2'], kind='cubic') # , quadratic\n",
        "    xnew = np.arange(peaks_seg['Time'].iloc[0]-peaks_seg['Time'].iloc[0],\n",
        "                 peaks_seg['Time'].iloc[-1]-peaks_seg['Time'].iloc[0],100)\n",
        "    xnew = xnew / pd.to_timedelta(1, unit='S')\n",
        "    y_new = f_cubic(xnew)\n",
        "    xnew2 = np.arange(peaks_seg['Time'].iloc[0],\n",
        "                 peaks_seg['Time'].iloc[-1],100)\n",
        "    plt.plot(pd.to_datetime(xnew2),y_new,color='green')"
      ],
      "metadata": {
        "id": "N8Xfa3hIlgJ0"
      },
      "execution_count": 172,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def sampling(peaks_seg,start='2000-01-01 13:00:00',duration=300,fs=10):\n",
        "    origin = peaks_seg['Time'].iloc[0]\n",
        "    ff = (peaks_seg['Time']-origin) / pd.to_timedelta(1, unit='S')\n",
        "    f_cubic = interpolate.interp1d(ff,peaks_seg['Red_Signal2'], kind='cubic')\n",
        "    start = pd.to_datetime(start)\n",
        "    end = start + pd.to_timedelta(duration, unit='S')\n",
        "    x_new = np.arange((start-origin) / pd.to_timedelta(1, unit='S'),\n",
        "                     (end-origin) / pd.to_timedelta(1, unit='S'),1/fs)\n",
        "    y_new = f_cubic(x_new)\n",
        "    x_new = origin + pd.to_timedelta(x_new, unit='S')\n",
        "    return x_new,y_new"
      ],
      "metadata": {
        "id": "DSakGkoQoYWk"
      },
      "execution_count": 219,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sss,rt,diary = get_annotations(gamerID)"
      ],
      "metadata": {
        "id": "9xQsIIv45Muy"
      },
      "execution_count": 138,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ppg = get_ppg(gamerID)"
      ],
      "metadata": {
        "id": "VIHRjwxZZP6x"
      },
      "execution_count": 139,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ppg2 = get_lowpass(ppg)"
      ],
      "metadata": {
        "id": "0TjWF57PZhdH"
      },
      "execution_count": 140,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "start,period=30000,500\n",
        "draw_ppg(ppg2,start,period)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "lbUZyiu6Z0D_",
        "outputId": "beee4af8-10a3-43e9-dba3-c2e4bbfb56d2"
      },
      "execution_count": 141,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "peaks,idx = get_peaks(ppg2,return_index=True)"
      ],
      "metadata": {
        "id": "E2uYBp2CSDAT"
      },
      "execution_count": 142,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ppg2.loc[idx[0]-1:idx[0]+1]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "rjow5ZiQa1VZ",
        "outputId": "33519774-63d8-4f25-dc6d-5c5d2191628a"
      },
      "execution_count": 143,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                          Time  Red_Signal  Red_Signal2\n",
              "166 2000-01-01 12:54:44.262265         689   675.672663\n",
              "167 2000-01-01 12:54:44.262265         679   676.670864\n",
              "168 2000-01-01 12:54:44.263262         665   673.169605"
            ],
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              "        const element = document.querySelector('#df-2b77c369-a3dd-48ed-96c3-19844f79a5c5');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
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              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-57491db3-4783-4b8d-974f-3982d0f4b0c2')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-57491db3-4783-4b8d-974f-3982d0f4b0c2 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 143
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppdists = get_peak_to_peak_distance(peaks)"
      ],
      "metadata": {
        "id": "r2uBjs2ja_-L"
      },
      "execution_count": 144,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ppdists.min(),ppdists.max()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8jz-gRnQqjuP",
        "outputId": "1fc293d8-ff96-4876-df59-431eb9e2fd53"
      },
      "execution_count": 145,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(0.0, 3508.531518)"
            ]
          },
          "metadata": {},
          "execution_count": 145
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.hist(ppdists.loc[ppdists<3],bins=100)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "xxlvP9SI6dC_",
        "outputId": "6a5abafd-e499-41ee-979d-9b4f26224121"
      },
      "execution_count": 146,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppg_seg,peaks_seg = get_ppg_segment(ppg2,peaks,start='2000-01-01 13:00:00.000000',duration=10)"
      ],
      "metadata": {
        "id": "IGOd35wdqr-d"
      },
      "execution_count": 167,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "draw_peaks(ppg_seg,peaks_seg)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 435
        },
        "id": "47hKWJHlkd9x",
        "outputId": "17a8edd1-3fcd-454c-f9f0-ff6a08fe7a82"
      },
      "execution_count": 169,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppg_seg2,peaks_seg2 = get_ppg_segment2(ppg2,peaks,start='2000-01-01 13:00:00.000000',duration=300)"
      ],
      "metadata": {
        "id": "YtpUAQVfm-TR"
      },
      "execution_count": 281,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pptime,ppamp = sampling(peaks_seg2,start='2000-01-01 13:00:00',duration=240,fs=4)"
      ],
      "metadata": {
        "id": "Th9sLQmuqiMk"
      },
      "execution_count": 299,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(pptime,ppamp)\n",
        "plt.xlim((pptime[0],pptime[-1]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        },
        "id": "a_P4BZ2er0OG",
        "outputId": "b36a02c5-d376-4ed6-f888-9237efec890c"
      },
      "execution_count": 300,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(10957.541666666666, 10957.544441550926)"
            ]
          },
          "metadata": {},
          "execution_count": 300
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# LF, HF가 fs에 따라 변동이 있음? - 적당한 fs는 얼마?"
      ],
      "metadata": {
        "id": "Z5a3CvuO4xyU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import scipy\n",
        "f,v = scipy.signal.welch(ppamp-ppamp.mean(), fs=4.0)"
      ],
      "metadata": {
        "id": "hg3jVndFM00j"
      },
      "execution_count": 305,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(f,v)\n",
        "plt.axvline(x=0.04,color='red')\n",
        "plt.axvline(x=0.15,color='red')\n",
        "plt.axvline(x=0.4,color='red')\n",
        "plt.xlim((0.00,2.0))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        },
        "id": "akAXonZr2lRv",
        "outputId": "77f8c058-0f29-4aaa-f3da-c02214530b1f"
      },
      "execution_count": 306,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(0.0, 2.0)"
            ]
          },
          "metadata": {},
          "execution_count": 306
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pptime,ppamp = sampling(peaks_seg2,start='2000-01-01 13:00:00',duration=240,fs=10)"
      ],
      "metadata": {
        "id": "0QX5rU0C2thx"
      },
      "execution_count": 307,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import scipy\n",
        "f,v = scipy.signal.welch(ppamp-ppamp.mean(), fs=10.0)"
      ],
      "metadata": {
        "id": "Tt_ipJXl6uQ3"
      },
      "execution_count": 308,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(f,v)\n",
        "plt.axvline(x=0.04,color='red')\n",
        "plt.axvline(x=0.15,color='red')\n",
        "plt.axvline(x=0.4,color='red')\n",
        "plt.xlim((0.00,2.0))\n",
        "f_cubic = interpolate.interp1d(f,v, kind='cubic')\n",
        "x_new = np.arange(0.0,2.0,1/100)\n",
        "y_new = f_cubic(x_new)\n",
        "plt.plot(x_new,y_new)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        },
        "id": "qsFc0IS76xJX",
        "outputId": "d1b5f086-fba1-4edc-9716-c70b525aedf0"
      },
      "execution_count": 313,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7e26455efd60>]"
            ]
          },
          "metadata": {},
          "execution_count": 313
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "idx = (x_new>=0.04)&(x_new<0.15)\n",
        "LF = y_new[idx].sum() / idx.sum() / 100\n",
        "idx = (x_new>=0.15)&(x_new<0.4)\n",
        "HF = y_new[idx].sum() / idx.sum() / 100\n",
        "LF,HF, HF/LF"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "h7PwxTx06zFT",
        "outputId": "1ec1e3df-1f6f-4d4e-b4ca-a77950a82ffc"
      },
      "execution_count": 317,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(3.9233441318179194, 3.551155684684195, 0.9051348964993119)"
            ]
          },
          "metadata": {},
          "execution_count": 317
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "IKf_P5bI7whU"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}